I'm making a table Rounded Edges - Noob question
In the 3D view, switch to Edge Select mode.
Select both top and bottom circles.
Press ctrl B to create a bevel, change the parameters on the bottom of the Tools panel of the 3D view (T).
Add a Smooth Shading and a Subsurf modifier.